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Representative agents and the contract negotiation cold start problem

Cerutti, Federico, Burnett, Christopher and Oren, Nir 2015. Representative agents and the contract negotiation cold start problem. Presented at: International Workshop on Coordination, Organisation, Institutions and Norms in Multi-Agent Systems, COIN@IJCAI2015, Buenos Aires, Argentina, 25-31 July 2015.

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Abstract

Principal Agent Theory (PAT) seeks to identify the incentives and sanctions that a consumer should apply when entering into a contract with a provider in order to maximise their own utility. However, identifying suitable contracts-maximising utility while minimising regret-is difficult, particularly when little information is available about provider competencies. In this paper we show that a global contract can be used to govern such interactions, derived from the properties of a representative agent. After describing how such a contract can be obtained, we analyse the contract utility space and its properties. Then, we show how this contract can be used to address the cold start problem and that it significantly outperforms other approaches. Finally, we discuss how our work can be integrated with existing research into multi-agent systems.

Item Type: Conference or Workshop Item (Paper)
Date Type: Completion
Status: Unpublished
Schools: Computer Science & Informatics
Subjects: Q Science > QA Mathematics > QA75 Electronic computers. Computer science
Related URLs:
Date of First Compliant Deposit: 30 March 2016
Last Modified: 04 Jun 2017 08:45
URI: http://orca.cf.ac.uk/id/eprint/84165

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